{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 准备工作"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from requests_html import HTMLSession\n",
    "import requests_html\n",
    "import pandas as pd\n",
    "import urllib.parse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"https://search.51job.com/list/030000,000000,0000,00,9,02,%2B,2,1.html?lang=c&postchannel=0000&workyear=01&cotype=99&degreefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\"\n",
    "session = HTMLSession()\n",
    "r = session.get(url)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 获取js文件信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'http://js.51jobcdn.com/in/resource/js/2021/search/common.f182f3d4.js'"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "js_网址 = \"http:\"+r.html.xpath('//script') [-3].html.split(\"\\\"\")[3]\n",
    "js_网址"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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区\",\"080303\":\"江北区\",\"080304\":\"北仑区\",\"080305\":\"镇海区\",\"080306\":\"鄞州区\",\"080307\":\"慈溪市\",\"080308\":\"余姚市\",\"080309\":\"奉化区\",\"080310\":\"宁海县\",\"080311\":\"象山县\",\"080312\":\"高新区\",\"080400\":\"温州\",\"080401\":\"鹿城区\",\"080402\":\"龙湾区\",\"080403\":\"瓯海区\",\"080404\":\"洞头区\",\"080405\":\"瑞安市\",\"080406\":\"乐清市\",\"080407\":\"龙港市\",\"080408\":\"永嘉县\",\"080409\":\"平阳县\",\"080410\":\"苍南县\",\"080411\":\"文成县\",\"080412\":\"泰顺县\",\"080500\":\"绍兴\",\"080501\":\"越城区\",\"080502\":\"柯桥区\",\"080503\":\"上虞区\",\"080504\":\"新昌县\",\"080505\":\"嵊州市\",\"080506\":\"诸暨市\",\"080600\":\"金华\",\"080601\":\"婺城区\",\"080602\":\"金东区\",\"080603\":\"兰溪市\",\"080605\":\"东阳市\",\"080606\":\"永康市\",\"080607\":\"浦江县\",\"080608\":\"武义县\",\"080609\":\"磐安县\",\"080700\":\"嘉兴\",\"080701\":\"南湖区\",\"080702\":\"秀洲区\",\"080703\":\"嘉善县\",\"080704\":\"海盐县\",\"080706\":\"平湖市\",\"080707\":\"桐乡市\",\"080800\":\"台州\",\"080801\":\"椒江区\",\"080802\":\"黄岩区\",\"080803\":\"路桥区\",\"080804\":\"三门县\",\"080805\":\"天台县\",\"080806\":\"仙居县\",\"080807\":\"温岭市\",\"080808\":\"临海市\",\"080809\":\"玉环市\",\"080900\":\"湖州\",\"080901\":\"吴兴区\",\"080902\":\"南浔区\",\"080903\":\"德清县\",\"080904\":\"长兴县\",\"080905\":\"安吉县\",\"081000\":\"丽水\",\"081100\":\"舟山\",\"081200\":\"衢州\",\"081400\":\"义乌\",\"081600\":\"海宁\",\"090000\":\"四川省\",\"090200\":\"成都\",\"090201\":\"青羊区\",\"090202\":\"锦江区\",\"090203\":\"金牛区\",\"090204\":\"武侯区\",\"090205\":\"成华区\",\"090206\":\"龙泉驿区\",\"090207\":\"青白江区\",\"090208\":\"新都区\",\"090209\":\"温江区\",\"090210\":\"都江堰市\",\"090211\":\"彭州市\",\"090212\":\"邛崃市\",\"090213\":\"崇州市\",\"090214\":\"金堂县\",\"090215\":\"双流区\",\"090216\":\"郫都区\",\"090217\":\"大邑县\",\"090218\":\"蒲江县\",\"090219\":\"新津县\",\"090220\":\"高新区\",\"090221\":\"简阳市\",\"090222\":\"天府新区\",\"090300\":\"绵阳\",\"090301\":\"涪城区\",\"090302\":\"游仙区\",\"090303\":\"安州区\",\"090304\":\"江油市\",\"090305\":\"三台县\",\"090306\":\"梓潼县\",\"090307\":\"盐亭县\",\"090308\":\"平武县\",\"090309\":\"北川羌族自治县\",\"090400\":\"乐山\",\"090500\":\"泸州\",\"090600\":\"德阳\",\"090700\":\"宜宾\",\"090800\":\"自贡\",\"090900\":\"内江\",\"091000\":\"攀枝花\",\"091100\":\"南充\",\"091200\":\"眉山\",\"091300\":\"广安\",\"091400\":\"资阳\",\"091500\":\"遂宁\",\"091600\":\"广元\",\"091700\":\"达州\",\"091800\":\"雅安\",\"091900\":\"西昌\",\"092000\":\"巴中\",\"092100\":\"甘孜\",\"092200\":\"阿坝\",\"092300\":\"凉山\",1e5:\"海南省\",100200:\"海口\",100201:\"龙华区\",100202:\"秀英区\",100203:\"琼山区\",100204:\"美兰区\",100300:\"三亚\",100400:\"洋浦经济开发区\",100500:\"文昌\",100600:\"琼海\",100700:\"万宁\",100800:\"儋州\",100900:\"东方\",101e3:\"五指山\",101100:\"定安\",101200:\"屯昌\",101300:\"澄迈\",101400:\"临高\",101500:\"三沙\",101600:\"琼中\",101700:\"保亭\",101800:\"白沙\",101900:\"昌江\",102e3:\"乐东\",102100:\"陵水\",11e4:\"福建省\",110200:\"福州\",110201:\"鼓楼区\",110202:\"台江区\",110203:\"仓山区\",110204:\"马尾区\",110205:\"晋安区\",110206:\"闽侯县\",110207:\"连江县\",110208:\"罗源县\",110209:\"闽清县\",110210:\"永泰县\",110211:\"平潭县\",110212:\"福清市\",110213:\"长乐区\",110300:\"厦门\",110301:\"思明区\",110302:\"海沧区\",110303:\"湖里区\",110304:\"集美区\",110305:\"同安区\",110306:\"翔安区\",110400:\"泉州\",110401:\"鲤城区\",110402:\"丰泽区\",110403:\"洛江区\",110404:\"泉港区\",110405:\"惠安县\",110406:\"安溪县\",110407:\"永春县\",110408:\"德化县\",110409:\"金门县\",110410:\"石狮市\",110411:\"晋江市\",110412:\"南安市\",110500:\"漳州\",110600:\"莆田\",110700:\"三明\",110800:\"南平\",110900:\"宁德\",111e3:\"龙岩\",12e4:\"山东省\",120200:\"济南\",120201:\"历下区\",120202:\"市中区\",120203:\"槐荫区\",120204:\"天桥区\",120205:\"历城区\",120206:\"长清区\",120207:\"平阴县\",120208:\"济阳区\",120209:\"商河县\",120210:\"章丘区\",120211:\"高新区\",120212:\"莱芜区\",120213:\"钢城区\",120300:\"青岛\",120301:\"市南区\",120302:\"市北区\",120303:\"黄岛区\",120304:\"崂山区\",120305:\"城阳区\",120306:\"李沧区\",120307:\"胶州市\",120308:\"即墨区\",120309:\"平度市\",120310:\"莱西市\",120311:\"高新区\",120400:\"烟台\",120401:\"芝罘区\",120402:\"福山区\",120403:\"牟平区\",120404:\"莱山区\",120405:\"长岛县\",120406:\"龙口市\",120407:\"莱阳市\",120408:\"莱州市\",120409:\"蓬莱市\",120410:\"招远市\",120411:\"栖霞市\",120412:\"海阳市\",120413:\"高新区\",120414:\"开发区\",120500:\"潍坊\",120501:\"潍城区\",120502:\"寒亭区\",120503:\"坊子区\",120504:\"奎文区\",120505:\"临朐县\",120506:\"昌乐县\",120507:\"青州市\",120508:\"诸城市\",120509:\"寿光市\",120510:\"安丘市\",120511:\"高密市\",120512:\"昌邑市\",120513:\"高新技术开发区\",120514:\"滨海经济开发区\",120600:\"威海\",120700:\"淄博\",120800:\"临沂\",120801:\"兰山区\",120802:\"罗庄区\",120803:\"河东区\",120804:\"沂南县\",120805:\"郯城县\",120806:\"沂水县\",120807:\"兰陵县\",120808:\"费县\",120809:\"平邑县\",120810:\"莒南县\",120811:\"蒙阴县\",120812:\"临沭县\",120900:\"济宁\",121e3:\"东营\",121100:\"泰安\",121200:\"日照\",121300:\"德州\",121400:\"菏泽\",121500:\"滨州\",121600:\"枣庄\",121700:\"聊城\",13e4:\"江西省\",130200:\"南昌\",130201:\"东湖区\",130202:\"西湖区\",130203:\"青云谱区\",130205:\"青山湖区\",130206:\"南昌县\",130207:\"新建区\",130208:\"安义县\",130209:\"进贤县\",130210:\"红谷滩新区\",130300:\"九江\",130400:\"景德镇\",130500:\"萍乡\",130600:\"新余\",130700:\"鹰潭\",130800:\"赣州\",130801:\"章贡区\",130802:\"赣县区\",130803:\"南康区\",130804:\"信丰县\",130805:\"大余县\",130806:\"上犹县\",130807:\"崇义县\",130808:\"安远县\",130809:\"龙南县\",130810:\"定南县\",130811:\"全南县\",130812:\"宁都县\",130813:\"于都县\",130814:\"兴国县\",130815:\"会昌县\",130816:\"寻乌县\",130817:\"石城县\",130818:\"瑞金市\",130900:\"吉安\",131e3:\"宜春\",131100:\"抚州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r=n(44),o=Math.max,i=Math.min;e.exports=function(e,t){return(e=r(e))<0?o(e+t,0):i(e,t)}},function(e,t,n){var r=n(6).document;e.exports=r&&r.documentElement},function(e,t,n){var r=n(12),o=n(13),i=n(66)(\"IE_PROTO\"),a=Object.prototype;e.exports=Object.getPrototypeOf||function(e){return e=o(e),r(e,i)?e[i]:\"function\"==typeof e.constructor&&e instanceof e.constructor?e.constructor.prototype:e instanceof Object?a:null}},function(e,t,n){var r=n(1),o=n(20),i=n(2);e.exports=function(e,t){var n=(o.Object||{})[e]||Object[e],a={};a[e]=t(n),r(r.S+r.F*i((function(){n(1)})),\"Object\",a)}},,,,,,,,,function(e,t,n){var r=n(7),o=n(3),i=function(e,t){if(o(e),!r(t)&&null!==t)throw TypeError(t+\": can\\'t set as prototype!\")};e.exports={set:Object.setPrototypeOf||(\"__proto__\"in{}?function(e,t,r){try{(r=n(21)(Function.call,n(70).f(Object.prototype,\"__proto__\").set,2))(e,[]),t=!(e instanceof Array)}catch(e){t=!0}return function(e,n){return i(e,n),t?e.__proto__=n:r(e,n),e}}({},!1):void 0),check:i}},,,,,function(e,t){e.exports=\"\\\\t\\\\n\\\\v\\\\f\\\\r ????????????????\\u3000\\\\u2028\\\\u2029\\\\ufeff\"},,function(e,t,n){\"use strict\";var r=n(43),o=n(7),i=n(148),a=[].slice,c={},u=function(e,t,n){if(!(t in c)){for(var r=[],o=0;o<t;o++)r[o]=\"a[\"+o+\"]\";c[t]=Function(\"F,a\",\"return new F(\"+r.join(\",\")+\")\")}return c[t](e,n)};e.exports=Function.bind||function(e){var t=r(this),n=a.call(arguments,1),c=function(){var r=n.concat(a.call(arguments));return this instanceof c?u(t,r.length,r):i(t,r,e)};return o(t.prototype)&&(c.prototype=t.prototype),c}},function(e,t){e.exports=function(e,t,n){var r=void 0===n;switch(t.length){case 0:return r?e():e.call(n);case 1:return r?e(t[0]):e.call(n,t[0]);case 2:return r?e(t[0],t[1]):e.call(n,t[0],t[1]);case 3:return r?e(t[0],t[1],t[2]):e.call(n,t[0],t[1],t[2]);case 4:return r?e(t[0],t[1],t[2],t[3]):e.call(n,t[0],t[1],t[2],t[3])}return e.apply(n,t)}}]]);'"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import requests\n",
    "js_暂存 = requests.get(js_网址)\n",
    "js_暂存.content.decode(\"gbk\",\"ignore\")\n",
    "js_参数 = js_暂存.content.decode(\"gbk\",\"ignore\")\n",
    "js_参数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 月薪范围爬取"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'[{k:\"99\",v:\"请选择\"},{k:\"01\",v:\"2千以下\"},{k:\"02\",v:\"2-3千\"},{k:\"03\",v:\"3-4.5千\"},{k:\"04\",v:\"4.5-6千\"},{k:\"05\",v:\"6-8千\"},{k:\"06\",v:\"0.8-1万\"},{k:\"07\",v:\"1-1.5万\"},{k:\"08\",v:\"1.5-2万\"},{k:\"09\",v:\"2-3万\"},{k:\"10\",v:\"3-4万\"},{k:\"11\",v:\"4-5万\"},{k:\"12\",v:\"5万以上\"}]'"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "月薪范围 = js_参数.split(\"search_providesalary=\")[1].split(\",window.d_search_companysize=\")[0]\n",
    "月薪范围"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['99=请选择',\n",
       " '01=2千以下',\n",
       " '02=2-3千',\n",
       " '03=3-4.5千',\n",
       " '04=4.5-6千',\n",
       " '05=6-8千',\n",
       " '06=0.8-1万',\n",
       " '07=1-1.5万',\n",
       " '08=1.5-2万',\n",
       " '09=2-3万',\n",
       " '10=3-4万',\n",
       " '11=4-5万',\n",
       " '12=5万以上']"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "月薪范围参数 = 月薪范围.replace('k:\"','').replace('}','').replace(\"{\",\"\").replace('[','').replace(']','').replace('\"','').replace(',v:','=').split(',')\n",
    "月薪范围参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'请选择': '99',\n",
       " '2千以下': '01',\n",
       " '2-3千': '02',\n",
       " '3-4.5千': '03',\n",
       " '4.5-6千': '04',\n",
       " '6-8千': '05',\n",
       " '0.8-1万': '06',\n",
       " '1-1.5万': '07',\n",
       " '1.5-2万': '08',\n",
       " '2-3万': '09',\n",
       " '3-4万': '10',\n",
       " '4-5万': '11',\n",
       " '5万以上': '12'}"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "月薪范围参数构建 = {月薪范围参数[i].split('=')[1]:月薪范围参数[i].split('=')[0] for i in range(len(月薪范围参数))}\n",
    "月薪范围参数构建"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 工作年限爬取"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'[{k:\"99\",v:\"请选择\"},{k:\"01\",v:\"在校生/应届生\"},{k:\"02\",v:\"1-3年\"},{k:\"03\",v:\"3-5年\"},{k:\"04\",v:\"5-10年\"},{k:\"05\",v:\"10年以上\"},{k:\"06\",v:\"无需经验\"}]'"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "工作年限 = js_参数.split(\"search_workyear=\")[1].split(\",window.d_search_providesalary\")[0]\n",
    "工作年限"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['99=请选择',\n",
       " '01=在校生/应届生',\n",
       " '02=1-3年',\n",
       " '03=3-5年',\n",
       " '04=5-10年',\n",
       " '05=10年以上',\n",
       " '06=无需经验']"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "工作年限参数 = 工作年限.replace('k:\"','').replace('}','').replace(\"{\",\"\").replace('[','').replace(']','').replace('\"','').replace(',v:','=').split(',')\n",
    "工作年限参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'请选择': '99',\n",
       " '在校生/应届生': '01',\n",
       " '1-3年': '02',\n",
       " '3-5年': '03',\n",
       " '5-10年': '04',\n",
       " '10年以上': '05',\n",
       " '无需经验': '06'}"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "工作年限参数构建 = {工作年限参数[i].split('=')[1]:工作年限参数[i].split('=')[0] for i in range(len(工作年限参数))}\n",
    "工作年限参数构建"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 学历要求爬取"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'[{k:\"99\",v:\"请选择\"},{k:\"01\",v:\"初中及以下\"},{k:\"02\",v:\"高中/中技/中专\"},{k:\"03\",v:\"大专\"},{k:\"04\",v:\"本科\"},{k:\"05\",v:\"硕士\"},{k:\"06\",v:\"博士\"},{k:\"07\",v:\"无学历要求\"}]'"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "学历要求 = js_参数.split(\"search_degreefrom=\")[1].split(\",window.d_search_jobterm\")[0]\n",
    "学历要求"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['99=请选择',\n",
       " '01=初中及以下',\n",
       " '02=高中/中技/中专',\n",
       " '03=大专',\n",
       " '04=本科',\n",
       " '05=硕士',\n",
       " '06=博士',\n",
       " '07=无学历要求']"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "学历要求参数 = 学历要求.replace('k:\"','').replace('}','').replace(\"{\",\"\").replace('[','').replace(']','').replace('\"','').replace(',v:','=').split(',')\n",
    "学历要求参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'请选择': '99',\n",
       " '初中及以下': '01',\n",
       " '高中/中技/中专': '02',\n",
       " '大专': '03',\n",
       " '本科': '04',\n",
       " '硕士': '05',\n",
       " '博士': '06',\n",
       " '无学历要求': '07'}"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "学历要求参数构建 = {学历要求参数[i].split('=')[1]:学历要求参数[i].split('=')[0] for i in range(len(学历要求参数))}\n",
    "学历要求参数构建"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 公司性质爬取"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'[{k:\"99\",v:\"请选择\"},{k:\"04\",v:\"国企\"},{k:\"01\",v:\"外资（欧美）\"},{k:\"02\",v:\"外资（非欧美）\"},{k:\"10\",v:\"上市公司\"},{k:\"03\",v:\"合资\"},{k:\"05\",v:\"民营公司\"},{k:\"06\",v:\"外企代表处\"},{k:\"07\",v:\"政府机关\"},{k:\"08\",v:\"事业单位\"},{k:\"09\",v:\"非营利组织\"},{k:\"11\",v:\"创业公司\"}]'"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "公司性质 = js_参数.split(\"search_cottype=\")[1].split(\",window.d_search_workyear\")[0]\n",
    "公司性质"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['99=请选择',\n",
       " '04=国企',\n",
       " '01=外资（欧美）',\n",
       " '02=外资（非欧美）',\n",
       " '10=上市公司',\n",
       " '03=合资',\n",
       " '05=民营公司',\n",
       " '06=外企代表处',\n",
       " '07=政府机关',\n",
       " '08=事业单位',\n",
       " '09=非营利组织',\n",
       " '11=创业公司']"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "公司性质参数 = 公司性质.replace('k:\"','').replace('}','').replace(\"{\",\"\").replace('[','').replace(']','').replace('\"','').replace(',v:','=').split(',')\n",
    "公司性质参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'请选择': '99',\n",
       " '国企': '04',\n",
       " '外资（欧美）': '01',\n",
       " '外资（非欧美）': '02',\n",
       " '上市公司': '10',\n",
       " '合资': '03',\n",
       " '民营公司': '05',\n",
       " '外企代表处': '06',\n",
       " '政府机关': '07',\n",
       " '事业单位': '08',\n",
       " '非营利组织': '09',\n",
       " '创业公司': '11'}"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "公司性质参数构建 = {公司性质参数[i].split('=')[1]:公司性质参数[i].split('=')[0] for i in range(len(公司性质参数))}\n",
    "公司性质参数构建"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 构建参数模板生成器"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'lang': 'c',\n",
       " 'postchannel': '0000',\n",
       " 'workyear': '99',\n",
       " 'cotype': '99',\n",
       " 'degreefrom': '99',\n",
       " 'jobterm': '99',\n",
       " 'companysize': '99',\n",
       " 'ord_field': '0',\n",
       " 'dibiaoid': '0',\n",
       " 'line': '',\n",
       " 'welfare': ''}"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "参数模版 = urllib.parse.urlparse(\"https://search.51job.com/list/030000,000000,0000,00,9,99,+,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\")\n",
    "参数模版_list = pd.Series(参数模版).tolist()\n",
    "参数模版_dict = {i.split(\"=\")[0]:i.split(\"=\")[1] for i in 参数模版.query.split(\"&\")}\n",
    "参数模版_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "def url_参数模板生成(月薪范围=None,工作年限=None,学历要求=None,公司性质=None,keyword=None):\n",
    "    月薪范围_values = 月薪范围参数构建[月薪范围]\n",
    "    工作年限_values =工作年限参数构建[工作年限]\n",
    "    学历要求_values = 学历要求参数构建[学历要求]\n",
    "    公司性质_values = 公司性质参数构建[公司性质]\n",
    "    keyword_values = urllib.parse.quote(keyword)\n",
    "    参数模版_dict[\"providesalary\"] = 月薪范围_values\n",
    "    参数模版_dict[\"workyear\"] = 工作年限_values\n",
    "    参数模版_dict[\"degreefrom\"] = 学历要求_values\n",
    "    参数模版_dict[\"cottype\"] = 公司性质_values\n",
    "    最终网址 = \"&\".join([k+\"=\"+v for k,v in 参数模版_dict.items()])\n",
    "    参数模版_list[4] = 最终网址\n",
    "    url_参数 =  urllib.parse.urlunparse(参数模版_list)\n",
    "    url_参数 = url_参数.replace('+',keyword_values)\n",
    "    return (url_参数)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/030000,000000,0000,00,9,99,%E5%B7%A5%E7%A8%8B%E5%B8%88,2,1.html?lang=c&postchannel=0000&workyear=01&cotype=99&degreefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=&providesalary=12&cottype=99'"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "参数生成_url = url_参数模板生成(月薪范围='5万以上',工作年限='在校生/应届生',学历要求='本科',公司性质='请选择',keyword='工程师')\n",
    "参数生成_url"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 数据抓取"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "def pick(url):\n",
    "    session = HTMLSession()\n",
    "    r = session.get(url)\n",
    "    g = r.html    \n",
    "    __SEARCH_RESULT__ = g.xpath('//script')[-4].html.split(\"__SEARCH_RESULT__ = \")[1].split(\"</script>\")[0]\n",
    "    results = eval(__SEARCH_RESULT__)\n",
    "    return (results)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'top_ads': [],\n",
       " 'auction_ads': [],\n",
       " 'market_ads': [],\n",
       " 'engine_search_result': [{'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': ['xyz'],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129528094',\n",
       "   'coid': '6366354',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/zhuhai\\\\/129528094.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'PQE 品质助理工程师Engineer，PQE',\n",
       "   'job_title': 'PQE 品质助理工程师Engineer，PQE',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6366354.html',\n",
       "   'company_name': '莫仕（中国）投资有限公司',\n",
       "   'providesalary_text': '',\n",
       "   'workarea': '030500',\n",
       "   'workarea_text': '珠海',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '外资（欧美）',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '1',\n",
       "   'issuedate': '2021-05-23 04:47:04',\n",
       "   'isFromXyz': '1',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['珠海', '在校生\\\\/应届生', '本科', '招若干人'],\n",
       "   'companysize_text': '',\n",
       "   'companyind_text': '金融\\\\/投资\\\\/证券',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': ['xyz'],\n",
       "   'ad_track': '',\n",
       "   'jobid': '125539521',\n",
       "   'coid': '6083286',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangdongsheng\\\\/125539521.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '安全工程师（广东省）',\n",
       "   'job_title': '安全工程师（广东省）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6083286.html',\n",
       "   'company_name': '中国十七冶集团有限公司',\n",
       "   'providesalary_text': '',\n",
       "   'workarea': '030000',\n",
       "   'workarea_text': '广东省',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '1',\n",
       "   'issuedate': '2021-05-23 04:42:17',\n",
       "   'isFromXyz': '1',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广东省', '在校生\\\\/应届生', '本科', '招20人'],\n",
       "   'companysize_text': '',\n",
       "   'companyind_text': '建筑\\\\/建材\\\\/工程',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': ['xyz'],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129316359',\n",
       "   'coid': '5997315',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/huizhou\\\\/129316359.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'IT应用工程师（惠州分公司）',\n",
       "   'job_title': 'IT应用工程师（惠州分公司）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5997315.html',\n",
       "   'company_name': '中国电信广东公司',\n",
       "   'providesalary_text': '',\n",
       "   'workarea': '030300',\n",
       "   'workarea_text': '惠州',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '1',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '1',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['惠州', '在校生\\\\/应届生', '本科', '招若干人'],\n",
       "   'companysize_text': '',\n",
       "   'companyind_text': '通信\\\\/电信运营、增值服务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': ['xyz'],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129335635',\n",
       "   'coid': '5990806',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/129335635.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'IT工程师（中通服建设有限公司）',\n",
       "   'job_title': 'IT工程师（中通服建设有限公司）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5990806.html',\n",
       "   'company_name': '中国通信服务股份有限公司',\n",
       "   'providesalary_text': '',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '1',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '1',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州', '在校生\\\\/应届生', '本科', '招若干人'],\n",
       "   'companysize_text': '',\n",
       "   'companyind_text': '通信\\\\/电信运营、增值服务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': ['xyz'],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129231572',\n",
       "   'coid': '6344060',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/129231572.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Java开发工程师（世纪龙信息网络有限责任公司）',\n",
       "   'job_title': 'Java开发工程师（世纪龙信息网络有限责任公司）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6344060.html',\n",
       "   'company_name': '世纪龙信息网络有限责任公司',\n",
       "   'providesalary_text': '',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '1',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '1',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州', '在校生\\\\/应届生', '本科', '招若干人'],\n",
       "   'companysize_text': '',\n",
       "   'companyind_text': '通信\\\\/电信\\\\/网络设备',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': ['xyz'],\n",
       "   'ad_track': '',\n",
       "   'jobid': '127710349',\n",
       "   'coid': '6080895',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/127710349.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '应用开发工程师（英语）（广州）',\n",
       "   'job_title': '应用开发工程师（英语）（广州）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6080895.html',\n",
       "   'company_name': 'IBM Services Associates Program',\n",
       "   'providesalary_text': '',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '外资（欧美）',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '1',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '1',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州', '在校生\\\\/应届生', '本科', '招若干人'],\n",
       "   'companysize_text': '',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': ['xyz'],\n",
       "   'ad_track': '',\n",
       "   'jobid': '125780548',\n",
       "   'coid': '6094871',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/125780548.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '技术支持工程师（广州）',\n",
       "   'job_title': '技术支持工程师（广州）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6094871.html',\n",
       "   'company_name': '天津联想协同科技有限公司',\n",
       "   'providesalary_text': '',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '1',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '1',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州', '在校生\\\\/应届生', '本科', '招若干人'],\n",
       "   'companysize_text': '',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': ['xyz'],\n",
       "   'ad_track': '',\n",
       "   'jobid': '125778589',\n",
       "   'coid': '6097594',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/dongguan\\\\/125778589.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '开发物料（BOM）工程师',\n",
       "   'job_title': '开发物料（BOM）工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6097594.html',\n",
       "   'company_name': '加弘科技咨询（上海）有限公司',\n",
       "   'providesalary_text': '',\n",
       "   'workarea': '030800',\n",
       "   'workarea_text': '东莞',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '外资（欧美）',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '1',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '1',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['东莞', '在校生\\\\/应届生', '本科', '招若干人'],\n",
       "   'companysize_text': '',\n",
       "   'companyind_text': '专业服务(咨询、人力资源、财会)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': ['xyz'],\n",
       "   'ad_track': '',\n",
       "   'jobid': '125265963',\n",
       "   'coid': '6051001',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/125265963.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '【广州公司】暖通工程师岗',\n",
       "   'job_title': '【广州公司】暖通工程师岗',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6051001.html',\n",
       "   'company_name': '中海物业管理有限公司',\n",
       "   'providesalary_text': '',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '外资（非欧美）',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '1',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '1',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州', '在校生\\\\/应届生', '本科', '招若干人'],\n",
       "   'companysize_text': '',\n",
       "   'companyind_text': '专业服务(咨询、人力资源、财会)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': ['xyz'],\n",
       "   'ad_track': '',\n",
       "   'jobid': '125253201',\n",
       "   'coid': '6056269',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/125253201.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '生产运行工程师  - 康师傅饮品事业',\n",
       "   'job_title': '生产运行工程师  - 康师傅饮品事业',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6056269.html',\n",
       "   'company_name': '康师傅饮品投资（中国）有限公司上海分公司',\n",
       "   'providesalary_text': '',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '1',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '1',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
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       " 'is_collapseexpansion': '',\n",
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       " 'keyword_recommendation': {'title': '猜你喜欢',\n",
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       "    'text': '开发工程师',\n",
       "    'click': '15\\x1a1\\x1a1621780706792\\x1a\\x1a186cdb52110aa2240c63517ba0060f5a\\x1a58.248.193.52\\x1a1\\x1a工程师\\x1a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\x1a开发工程师'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,%25E8%25BD%25AF%25E4%25BB%25B6%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '软件工程师',\n",
       "    'click': '15\\x1a1\\x1a1621780706792\\x1a\\x1a186cdb52110aa2240c63517ba0060f5a\\x1a58.248.193.52\\x1a1\\x1a工程师\\x1a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\x1a软件工程师'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,%25E9%2594%2580%25E5%2594%25AE%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
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       "    'click': '15\\x1a1\\x1a1621780706792\\x1a\\x1a186cdb52110aa2240c63517ba0060f5a\\x1a58.248.193.52\\x1a1\\x1a工程师\\x1a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\x1a销售工程师'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,%25E6%25B5%258B%25E8%25AF%2595%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '测试工程师',\n",
       "    'click': '15\\x1a1\\x1a1621780706792\\x1a\\x1a186cdb52110aa2240c63517ba0060f5a\\x1a58.248.193.52\\x1a1\\x1a工程师\\x1a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\x1a测试工程师'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,%25E8%25AE%25BE%25E8%25AE%25A1%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '设计工程师',\n",
       "    'click': '15\\x1a1\\x1a1621780706792\\x1a\\x1a186cdb52110aa2240c63517ba0060f5a\\x1a58.248.193.52\\x1a1\\x1a工程师\\x1a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\x1a设计工程师'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,%25E6%2594%25AF%25E6%258C%2581%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '支持工程师',\n",
       "    'click': '15\\x1a1\\x1a1621780706792\\x1a\\x1a186cdb52110aa2240c63517ba0060f5a\\x1a58.248.193.52\\x1a1\\x1a工程师\\x1a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\x1a支持工程师'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,%25E8%25BF%2590%25E7%25BB%25B4%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '运维工程师',\n",
       "    'click': '15\\x1a1\\x1a1621780706792\\x1a\\x1a186cdb52110aa2240c63517ba0060f5a\\x1a58.248.193.52\\x1a1\\x1a工程师\\x1a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\x1a运维工程师'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,%25E7%2594%25B5%25E6%25B0%2594%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '电气工程师',\n",
       "    'click': '15\\x1a1\\x1a1621780706792\\x1a\\x1a186cdb52110aa2240c63517ba0060f5a\\x1a58.248.193.52\\x1a1\\x1a工程师\\x1a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\x1a电气工程师'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,%25E7%25A1%25AC%25E4%25BB%25B6%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '硬件工程师',\n",
       "    'click': '15\\x1a1\\x1a1621780706792\\x1a\\x1a186cdb52110aa2240c63517ba0060f5a\\x1a58.248.193.52\\x1a1\\x1a工程师\\x1a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\x1a硬件工程师'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,%25E6%258A%2580%25E6%259C%25AF%25E5%2591%2598,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '技术员',\n",
       "    'click': '15\\x1a1\\x1a1621780706792\\x1a\\x1a186cdb52110aa2240c63517ba0060f5a\\x1a58.248.193.52\\x1a1\\x1a工程师\\x1a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\x1a技术员'}]},\n",
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       "   'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/zn\\\\/train\\\\/20191220\\\\/10602.jpg?1620804516',\n",
       "   'txt': '面试中的说话之道',\n",
       "   'vtxt': '面试 求职 沟通技巧',\n",
       "   'startdate': '2020-07-28',\n",
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       "  {'url': 'http:\\\\/\\\\/trace.51job.com\\\\/mktrace.php?tag=lagoupc001&amp;u=aHR0cHM6Ly9lZHUuNTFqb2IuY29tL2xlc3Nvbl9kZXRhaWwucGhwP2xlc3NvbmlkPTM3MDA1&amp;k=1723ecdccac56be829f70a5cf594c656',\n",
       "   'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/zn\\\\/banner\\\\/2020\\\\/0916\\\\/lg\\\\/fenxi960.png?1619327098',\n",
       "   'txt': '数据分析薪资高、人才缺口大',\n",
       "   'vtxt': 'Top20%学员大厂定向直推',\n",
       "   'startdate': '2021-02-01',\n",
       "   'enddate': '2021-12-31',\n",
       "   'indexform': '',\n",
       "   'isdefault': '0'},\n",
       "  {'url': 'https:\\\\/\\\\/i.51job.com\\\\/payservice\\\\/optimizeresume\\\\/introduce.php?lang=c&amp;mark=jlyh_pcsearch',\n",
       "   'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/tg\\\\/2021banner\\\\/jl_3\\\\/960_540.jpg?1619327089',\n",
       "   'txt': '一次完美简历升级，成为offer收割机',\n",
       "   'vtxt': '高薪求职第一步',\n",
       "   'startdate': '2021-02-01',\n",
       "   'enddate': '2021-12-31',\n",
       "   'indexform': '',\n",
       "   'isdefault': '0'}],\n",
       " 'seo_title': '【广东省,工程师招聘，求职】-前程无忧',\n",
       " 'seo_description': '前程无忧为您提供广东省,工程师招聘，求职信息。网聚全国各城市的人才信息，找好工作，找好员工，上前程无忧。',\n",
       " 'seo_keywords': '找工作,求职,人才,招聘'}"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pick(参数生成_url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>0</th>\n",
       "      <td>PQE 品质助理工程师Engineer，PQE</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/zhuhai\\/129528094.ht...</td>\n",
       "      <td>[]</td>\n",
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       "      <th>1</th>\n",
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       "      <td>https:\\/\\/jobs.51job.com\\/guangdongsheng\\/1255...</td>\n",
       "      <td>[]</td>\n",
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       "      <td>IT应用工程师（惠州分公司）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/huizhou\\/129316359.h...</td>\n",
       "      <td>[]</td>\n",
       "      <td>129316359</td>\n",
       "      <td>[惠州, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>IT工程师（中通服建设有限公司）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/129335635...</td>\n",
       "      <td>[]</td>\n",
       "      <td>129335635</td>\n",
       "      <td>[广州, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Java开发工程师（世纪龙信息网络有限责任公司）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/129231572...</td>\n",
       "      <td>[]</td>\n",
       "      <td>129231572</td>\n",
       "      <td>[广州, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>应用开发工程师（英语）（广州）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/127710349...</td>\n",
       "      <td>[]</td>\n",
       "      <td>127710349</td>\n",
       "      <td>[广州, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>技术支持工程师（广州）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/125780548...</td>\n",
       "      <td>[]</td>\n",
       "      <td>125780548</td>\n",
       "      <td>[广州, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>开发物料（BOM）工程师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan\\/125778589....</td>\n",
       "      <td>[]</td>\n",
       "      <td>125778589</td>\n",
       "      <td>[东莞, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>【广州公司】暖通工程师岗</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/125265963...</td>\n",
       "      <td>[]</td>\n",
       "      <td>125265963</td>\n",
       "      <td>[广州, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>生产运行工程师  - 康师傅饮品事业</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/125253201...</td>\n",
       "      <td>[]</td>\n",
       "      <td>125253201</td>\n",
       "      <td>[广州, 在校生\\/应届生, 本科, 招2人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>智能网络工程师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/jiangmen\\/129295331....</td>\n",
       "      <td>[]</td>\n",
       "      <td>129295331</td>\n",
       "      <td>[江门, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>软件开发工程师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shantou\\/129295227.h...</td>\n",
       "      <td>[]</td>\n",
       "      <td>129295227</td>\n",
       "      <td>[汕头, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/zhongshan\\/129294707...</td>\n",
       "      <td>[]</td>\n",
       "      <td>129294707</td>\n",
       "      <td>[中山, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>运维工程师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/129289047...</td>\n",
       "      <td>[]</td>\n",
       "      <td>129289047</td>\n",
       "      <td>[广州, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>IT系统集成解决方案工程师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/chaozhou\\/129288845....</td>\n",
       "      <td>[]</td>\n",
       "      <td>129288845</td>\n",
       "      <td>[潮州, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>网络规划和优化工程师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan\\/129288536....</td>\n",
       "      <td>[]</td>\n",
       "      <td>129288536</td>\n",
       "      <td>[东莞, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>软件开发工程师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/foshan\\/129286477.ht...</td>\n",
       "      <td>[]</td>\n",
       "      <td>129286477</td>\n",
       "      <td>[佛山, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>移动网络运营与维护工程师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/huizhou\\/129284676.h...</td>\n",
       "      <td>[]</td>\n",
       "      <td>129284676</td>\n",
       "      <td>[惠州, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>I001-电子电器检验工程师（佛山）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/foshan\\/127177968.ht...</td>\n",
       "      <td>[]</td>\n",
       "      <td>127177968</td>\n",
       "      <td>[佛山, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>芯片驱动软件工程师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/126145162...</td>\n",
       "      <td>[]</td>\n",
       "      <td>126145162</td>\n",
       "      <td>[广州, 在校生\\/应届生, 本科, 招2人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>医学报告解读工程师（广州）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/125468699...</td>\n",
       "      <td>[]</td>\n",
       "      <td>125468699</td>\n",
       "      <td>[广州, 在校生\\/应届生, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>工艺工程师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/125844981...</td>\n",
       "      <td>[]</td>\n",
       "      <td>125844981</td>\n",
       "      <td>[广州, 在校生\\/应届生, 本科, 招5人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>结构助理工程师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan\\/98199304.h...</td>\n",
       "      <td>[]</td>\n",
       "      <td>98199304</td>\n",
       "      <td>[东莞, 在校生\\/应届生, 本科, 招2人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Quality Engineer 质量工程师（接受应届生）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan-hm\\/1286684...</td>\n",
       "      <td>[做五休二, 周末双休, 带薪年假, 五险一金, 绩效奖金, 节日福利, 补充医疗保险, 员...</td>\n",
       "      <td>128668479</td>\n",
       "      <td>[东莞-虎门镇, 在校生\\/应届生, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>体系工程师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/zhongshan\\/125442808...</td>\n",
       "      <td>[]</td>\n",
       "      <td>125442808</td>\n",
       "      <td>[中山, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>售前工程师（亿迅校招，广州）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/12588...</td>\n",
       "      <td>[五险一金, 餐饮补贴, 补充医疗保险, 通讯补贴, 定期体检]</td>\n",
       "      <td>125882512</td>\n",
       "      <td>[广州-海珠区, 在校生\\/应届生, 本科, 招4人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>样品承认工程师\\/RE</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/huizhou\\/125215999.h...</td>\n",
       "      <td>[]</td>\n",
       "      <td>125215999</td>\n",
       "      <td>[惠州, 在校生\\/应届生, 本科, 招2人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>研发 \\/ 设计工程师（21届毕业生）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/zhuhai\\/130400391.ht...</td>\n",
       "      <td>[]</td>\n",
       "      <td>130400391</td>\n",
       "      <td>[珠海, 在校生\\/应届生, 本科, 招4人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>G701-环境工程</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/126481924...</td>\n",
       "      <td>[]</td>\n",
       "      <td>126481924</td>\n",
       "      <td>[广州, 在校生\\/应届生, 本科, 招5人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>土木工程类</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/124182631...</td>\n",
       "      <td>[]</td>\n",
       "      <td>124182631</td>\n",
       "      <td>[广州, 在校生\\/应届生, 本科, 招10人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>【建设】-销售运营岗</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/zhuhai\\/124843493.ht...</td>\n",
       "      <td>[]</td>\n",
       "      <td>124843493</td>\n",
       "      <td>[珠海, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>土建施工技术岗（珠海）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/zhuhai\\/124504248.ht...</td>\n",
       "      <td>[]</td>\n",
       "      <td>124504248</td>\n",
       "      <td>[珠海, 在校生\\/应届生, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>工程机械技术员（海星人才）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangdongsheng\\/1252...</td>\n",
       "      <td>[]</td>\n",
       "      <td>125223323</td>\n",
       "      <td>[广东省, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>机电岗</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/zhuhai\\/119929129.ht...</td>\n",
       "      <td>[]</td>\n",
       "      <td>119929129</td>\n",
       "      <td>[珠海, 在校生\\/应届生, 本科, 招20人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>QC技术员（广州）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/130236494...</td>\n",
       "      <td>[]</td>\n",
       "      <td>130236494</td>\n",
       "      <td>[广州, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>软件开发岗</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shaoguan\\/129295206....</td>\n",
       "      <td>[]</td>\n",
       "      <td>129295206</td>\n",
       "      <td>[韶关, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>暖通空调实习生-广州</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/127666414...</td>\n",
       "      <td>[]</td>\n",
       "      <td>127666414</td>\n",
       "      <td>[广州, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>项目管理（东莞）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan\\/126855905....</td>\n",
       "      <td>[]</td>\n",
       "      <td>126855905</td>\n",
       "      <td>[东莞, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>U3D开发（多媒体展项）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/126337653...</td>\n",
       "      <td>[]</td>\n",
       "      <td>126337653</td>\n",
       "      <td>[广州, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>职能管培生（工程方向）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/jiangmen\\/125179774....</td>\n",
       "      <td>[]</td>\n",
       "      <td>125179774</td>\n",
       "      <td>[江门, 在校生\\/应届生, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>软件开发岗</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/jieyang\\/129295296.h...</td>\n",
       "      <td>[]</td>\n",
       "      <td>129295296</td>\n",
       "      <td>[揭阳, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>云计算与ICT支撑</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/meizhou\\/129295285.h...</td>\n",
       "      <td>[]</td>\n",
       "      <td>129295285</td>\n",
       "      <td>[梅州, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>网络维护与管理</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/qingyuan\\/129295250....</td>\n",
       "      <td>[]</td>\n",
       "      <td>129295250</td>\n",
       "      <td>[清远, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>项目管理</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/129295129...</td>\n",
       "      <td>[]</td>\n",
       "      <td>129295129</td>\n",
       "      <td>[广州, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>网络维护与管理</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/yunfu\\/129294901.htm...</td>\n",
       "      <td>[]</td>\n",
       "      <td>129294901</td>\n",
       "      <td>[云浮, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>网络维护与管理</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/zhanjiang\\/129294846...</td>\n",
       "      <td>[]</td>\n",
       "      <td>129294846</td>\n",
       "      <td>[湛江, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>创新营销顾问（大数据、人工智能、物联网方向等）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/zhuhai\\/129294663.ht...</td>\n",
       "      <td>[]</td>\n",
       "      <td>129294663</td>\n",
       "      <td>[珠海, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>网络维护与管理</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/heyuan\\/129285397.ht...</td>\n",
       "      <td>[]</td>\n",
       "      <td>129285397</td>\n",
       "      <td>[河源, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>客户化开发（中山）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/zhongshan\\/125994499...</td>\n",
       "      <td>[]</td>\n",
       "      <td>125994499</td>\n",
       "      <td>[中山, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>技术销售</td>\n",
       "      <td>http:\\/\\/abbott.51job.com\\/sc\\/show_job_detail...</td>\n",
       "      <td>[]</td>\n",
       "      <td>129897849</td>\n",
       "      <td>[异地招聘, 在校生\\/应届生, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         job_name  \\\n",
       "0         PQE 品质助理工程师Engineer，PQE   \n",
       "1                      安全工程师（广东省）   \n",
       "2                  IT应用工程师（惠州分公司）   \n",
       "3                IT工程师（中通服建设有限公司）   \n",
       "4        Java开发工程师（世纪龙信息网络有限责任公司）   \n",
       "5                 应用开发工程师（英语）（广州）   \n",
       "6                     技术支持工程师（广州）   \n",
       "7                    开发物料（BOM）工程师   \n",
       "8                    【广州公司】暖通工程师岗   \n",
       "9              生产运行工程师  - 康师傅饮品事业   \n",
       "10                        智能网络工程师   \n",
       "11                        软件开发工程师   \n",
       "12                        前端开发工程师   \n",
       "13                          运维工程师   \n",
       "14                  IT系统集成解决方案工程师   \n",
       "15                     网络规划和优化工程师   \n",
       "16                        软件开发工程师   \n",
       "17                   移动网络运营与维护工程师   \n",
       "18             I001-电子电器检验工程师（佛山）   \n",
       "19                      芯片驱动软件工程师   \n",
       "20                  医学报告解读工程师（广州）   \n",
       "21                          工艺工程师   \n",
       "22                        结构助理工程师   \n",
       "23  Quality Engineer 质量工程师（接受应届生）   \n",
       "24                          体系工程师   \n",
       "25                 售前工程师（亿迅校招，广州）   \n",
       "26                    样品承认工程师\\/RE   \n",
       "27            研发 \\/ 设计工程师（21届毕业生）   \n",
       "28                      G701-环境工程   \n",
       "29                          土木工程类   \n",
       "30                     【建设】-销售运营岗   \n",
       "31                    土建施工技术岗（珠海）   \n",
       "32                  工程机械技术员（海星人才）   \n",
       "33                            机电岗   \n",
       "34                      QC技术员（广州）   \n",
       "35                          软件开发岗   \n",
       "36                     暖通空调实习生-广州   \n",
       "37                       项目管理（东莞）   \n",
       "38                   U3D开发（多媒体展项）   \n",
       "39                    职能管培生（工程方向）   \n",
       "40                          软件开发岗   \n",
       "41                      云计算与ICT支撑   \n",
       "42                        网络维护与管理   \n",
       "43                           项目管理   \n",
       "44                        网络维护与管理   \n",
       "45                        网络维护与管理   \n",
       "46        创新营销顾问（大数据、人工智能、物联网方向等）   \n",
       "47                        网络维护与管理   \n",
       "48                      客户化开发（中山）   \n",
       "49                           技术销售   \n",
       "\n",
       "                                             job_href  \\\n",
       "0   https:\\/\\/jobs.51job.com\\/zhuhai\\/129528094.ht...   \n",
       "1   https:\\/\\/jobs.51job.com\\/guangdongsheng\\/1255...   \n",
       "2   https:\\/\\/jobs.51job.com\\/huizhou\\/129316359.h...   \n",
       "3   https:\\/\\/jobs.51job.com\\/guangzhou\\/129335635...   \n",
       "4   https:\\/\\/jobs.51job.com\\/guangzhou\\/129231572...   \n",
       "5   https:\\/\\/jobs.51job.com\\/guangzhou\\/127710349...   \n",
       "6   https:\\/\\/jobs.51job.com\\/guangzhou\\/125780548...   \n",
       "7   https:\\/\\/jobs.51job.com\\/dongguan\\/125778589....   \n",
       "8   https:\\/\\/jobs.51job.com\\/guangzhou\\/125265963...   \n",
       "9   https:\\/\\/jobs.51job.com\\/guangzhou\\/125253201...   \n",
       "10  https:\\/\\/jobs.51job.com\\/jiangmen\\/129295331....   \n",
       "11  https:\\/\\/jobs.51job.com\\/shantou\\/129295227.h...   \n",
       "12  https:\\/\\/jobs.51job.com\\/zhongshan\\/129294707...   \n",
       "13  https:\\/\\/jobs.51job.com\\/guangzhou\\/129289047...   \n",
       "14  https:\\/\\/jobs.51job.com\\/chaozhou\\/129288845....   \n",
       "15  https:\\/\\/jobs.51job.com\\/dongguan\\/129288536....   \n",
       "16  https:\\/\\/jobs.51job.com\\/foshan\\/129286477.ht...   \n",
       "17  https:\\/\\/jobs.51job.com\\/huizhou\\/129284676.h...   \n",
       "18  https:\\/\\/jobs.51job.com\\/foshan\\/127177968.ht...   \n",
       "19  https:\\/\\/jobs.51job.com\\/guangzhou\\/126145162...   \n",
       "20  https:\\/\\/jobs.51job.com\\/guangzhou\\/125468699...   \n",
       "21  https:\\/\\/jobs.51job.com\\/guangzhou\\/125844981...   \n",
       "22  https:\\/\\/jobs.51job.com\\/dongguan\\/98199304.h...   \n",
       "23  https:\\/\\/jobs.51job.com\\/dongguan-hm\\/1286684...   \n",
       "24  https:\\/\\/jobs.51job.com\\/zhongshan\\/125442808...   \n",
       "25  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/12588...   \n",
       "26  https:\\/\\/jobs.51job.com\\/huizhou\\/125215999.h...   \n",
       "27  https:\\/\\/jobs.51job.com\\/zhuhai\\/130400391.ht...   \n",
       "28  https:\\/\\/jobs.51job.com\\/guangzhou\\/126481924...   \n",
       "29  https:\\/\\/jobs.51job.com\\/guangzhou\\/124182631...   \n",
       "30  https:\\/\\/jobs.51job.com\\/zhuhai\\/124843493.ht...   \n",
       "31  https:\\/\\/jobs.51job.com\\/zhuhai\\/124504248.ht...   \n",
       "32  https:\\/\\/jobs.51job.com\\/guangdongsheng\\/1252...   \n",
       "33  https:\\/\\/jobs.51job.com\\/zhuhai\\/119929129.ht...   \n",
       "34  https:\\/\\/jobs.51job.com\\/guangzhou\\/130236494...   \n",
       "35  https:\\/\\/jobs.51job.com\\/shaoguan\\/129295206....   \n",
       "36  https:\\/\\/jobs.51job.com\\/guangzhou\\/127666414...   \n",
       "37  https:\\/\\/jobs.51job.com\\/dongguan\\/126855905....   \n",
       "38  https:\\/\\/jobs.51job.com\\/guangzhou\\/126337653...   \n",
       "39  https:\\/\\/jobs.51job.com\\/jiangmen\\/125179774....   \n",
       "40  https:\\/\\/jobs.51job.com\\/jieyang\\/129295296.h...   \n",
       "41  https:\\/\\/jobs.51job.com\\/meizhou\\/129295285.h...   \n",
       "42  https:\\/\\/jobs.51job.com\\/qingyuan\\/129295250....   \n",
       "43  https:\\/\\/jobs.51job.com\\/guangzhou\\/129295129...   \n",
       "44  https:\\/\\/jobs.51job.com\\/yunfu\\/129294901.htm...   \n",
       "45  https:\\/\\/jobs.51job.com\\/zhanjiang\\/129294846...   \n",
       "46  https:\\/\\/jobs.51job.com\\/zhuhai\\/129294663.ht...   \n",
       "47  https:\\/\\/jobs.51job.com\\/heyuan\\/129285397.ht...   \n",
       "48  https:\\/\\/jobs.51job.com\\/zhongshan\\/125994499...   \n",
       "49  http:\\/\\/abbott.51job.com\\/sc\\/show_job_detail...   \n",
       "\n",
       "                                         jobwelf_list      jobid  \\\n",
       "0                                                  []  129528094   \n",
       "1                                                  []  125539521   \n",
       "2                                                  []  129316359   \n",
       "3                                                  []  129335635   \n",
       "4                                                  []  129231572   \n",
       "5                                                  []  127710349   \n",
       "6                                                  []  125780548   \n",
       "7                                                  []  125778589   \n",
       "8                                                  []  125265963   \n",
       "9                                                  []  125253201   \n",
       "10                                                 []  129295331   \n",
       "11                                                 []  129295227   \n",
       "12                                                 []  129294707   \n",
       "13                                                 []  129289047   \n",
       "14                                                 []  129288845   \n",
       "15                                                 []  129288536   \n",
       "16                                                 []  129286477   \n",
       "17                                                 []  129284676   \n",
       "18                                                 []  127177968   \n",
       "19                                                 []  126145162   \n",
       "20                                                 []  125468699   \n",
       "21                                                 []  125844981   \n",
       "22                                                 []   98199304   \n",
       "23  [做五休二, 周末双休, 带薪年假, 五险一金, 绩效奖金, 节日福利, 补充医疗保险, 员...  128668479   \n",
       "24                                                 []  125442808   \n",
       "25                   [五险一金, 餐饮补贴, 补充医疗保险, 通讯补贴, 定期体检]  125882512   \n",
       "26                                                 []  125215999   \n",
       "27                                                 []  130400391   \n",
       "28                                                 []  126481924   \n",
       "29                                                 []  124182631   \n",
       "30                                                 []  124843493   \n",
       "31                                                 []  124504248   \n",
       "32                                                 []  125223323   \n",
       "33                                                 []  119929129   \n",
       "34                                                 []  130236494   \n",
       "35                                                 []  129295206   \n",
       "36                                                 []  127666414   \n",
       "37                                                 []  126855905   \n",
       "38                                                 []  126337653   \n",
       "39                                                 []  125179774   \n",
       "40                                                 []  129295296   \n",
       "41                                                 []  129295285   \n",
       "42                                                 []  129295250   \n",
       "43                                                 []  129295129   \n",
       "44                                                 []  129294901   \n",
       "45                                                 []  129294846   \n",
       "46                                                 []  129294663   \n",
       "47                                                 []  129285397   \n",
       "48                                                 []  125994499   \n",
       "49                                                 []  129897849   \n",
       "\n",
       "                 attribute_text  \n",
       "0      [珠海, 在校生\\/应届生, 本科, 招若干人]  \n",
       "1     [广东省, 在校生\\/应届生, 本科, 招20人]  \n",
       "2      [惠州, 在校生\\/应届生, 本科, 招若干人]  \n",
       "3      [广州, 在校生\\/应届生, 本科, 招若干人]  \n",
       "4      [广州, 在校生\\/应届生, 本科, 招若干人]  \n",
       "5      [广州, 在校生\\/应届生, 本科, 招若干人]  \n",
       "6      [广州, 在校生\\/应届生, 本科, 招若干人]  \n",
       "7      [东莞, 在校生\\/应届生, 本科, 招若干人]  \n",
       "8      [广州, 在校生\\/应届生, 本科, 招若干人]  \n",
       "9       [广州, 在校生\\/应届生, 本科, 招2人]  \n",
       "10     [江门, 在校生\\/应届生, 本科, 招若干人]  \n",
       "11     [汕头, 在校生\\/应届生, 本科, 招若干人]  \n",
       "12     [中山, 在校生\\/应届生, 本科, 招若干人]  \n",
       "13     [广州, 在校生\\/应届生, 本科, 招若干人]  \n",
       "14     [潮州, 在校生\\/应届生, 本科, 招若干人]  \n",
       "15     [东莞, 在校生\\/应届生, 本科, 招若干人]  \n",
       "16     [佛山, 在校生\\/应届生, 本科, 招若干人]  \n",
       "17     [惠州, 在校生\\/应届生, 本科, 招若干人]  \n",
       "18     [佛山, 在校生\\/应届生, 本科, 招若干人]  \n",
       "19      [广州, 在校生\\/应届生, 本科, 招2人]  \n",
       "20      [广州, 在校生\\/应届生, 本科, 招1人]  \n",
       "21      [广州, 在校生\\/应届生, 本科, 招5人]  \n",
       "22      [东莞, 在校生\\/应届生, 本科, 招2人]  \n",
       "23  [东莞-虎门镇, 在校生\\/应届生, 本科, 招1人]  \n",
       "24     [中山, 在校生\\/应届生, 本科, 招若干人]  \n",
       "25  [广州-海珠区, 在校生\\/应届生, 本科, 招4人]  \n",
       "26      [惠州, 在校生\\/应届生, 本科, 招2人]  \n",
       "27      [珠海, 在校生\\/应届生, 本科, 招4人]  \n",
       "28      [广州, 在校生\\/应届生, 本科, 招5人]  \n",
       "29     [广州, 在校生\\/应届生, 本科, 招10人]  \n",
       "30     [珠海, 在校生\\/应届生, 本科, 招若干人]  \n",
       "31      [珠海, 在校生\\/应届生, 本科, 招1人]  \n",
       "32    [广东省, 在校生\\/应届生, 本科, 招若干人]  \n",
       "33     [珠海, 在校生\\/应届生, 本科, 招20人]  \n",
       "34     [广州, 在校生\\/应届生, 本科, 招若干人]  \n",
       "35     [韶关, 在校生\\/应届生, 本科, 招若干人]  \n",
       "36     [广州, 在校生\\/应届生, 本科, 招若干人]  \n",
       "37     [东莞, 在校生\\/应届生, 本科, 招若干人]  \n",
       "38     [广州, 在校生\\/应届生, 本科, 招若干人]  \n",
       "39      [江门, 在校生\\/应届生, 本科, 招1人]  \n",
       "40     [揭阳, 在校生\\/应届生, 本科, 招若干人]  \n",
       "41     [梅州, 在校生\\/应届生, 本科, 招若干人]  \n",
       "42     [清远, 在校生\\/应届生, 本科, 招若干人]  \n",
       "43     [广州, 在校生\\/应届生, 本科, 招若干人]  \n",
       "44     [云浮, 在校生\\/应届生, 本科, 招若干人]  \n",
       "45     [湛江, 在校生\\/应届生, 本科, 招若干人]  \n",
       "46     [珠海, 在校生\\/应届生, 本科, 招若干人]  \n",
       "47     [河源, 在校生\\/应届生, 本科, 招若干人]  \n",
       "48     [中山, 在校生\\/应届生, 本科, 招若干人]  \n",
       "49    [异地招聘, 在校生\\/应届生, 本科, 招1人]  "
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "详细信息 = pd.DataFrame(pick(参数生成_url)['engine_search_result'])[['job_name','job_href','jobwelf_list','jobid','attribute_text']]\n",
    "详细信息"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 翻页"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://search.51job.com/list/030000,000000,0000,00,9,99,%E5%B7%A5%E7%A8%8B%E5%B8%88,2,1.html?lang=c&postchannel=0000&workyear=01&cotype=99&degreefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=&providesalary=12&cottype=99',\n",
       " 'https://search.51job.com/list/030000,000000,0000,00,9,99,%E5%B7%A5%E7%A8%8B%E5%B8%88,2,2.html?lang=c&postchannel=0000&workyear=01&cotype=99&degreefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=&providesalary=12&cottype=99',\n",
       " 'https://search.51job.com/list/030000,000000,0000,00,9,99,%E5%B7%A5%E7%A8%8B%E5%B8%88,2,3.html?lang=c&postchannel=0000&workyear=01&cotype=99&degreefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=&providesalary=12&cottype=99',\n",
       " 'https://search.51job.com/list/030000,000000,0000,00,9,99,%E5%B7%A5%E7%A8%8B%E5%B8%88,2,4.html?lang=c&postchannel=0000&workyear=01&cotype=99&degreefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=&providesalary=12&cottype=99']"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "翻页_url = [参数生成_url.replace('1.html','{num}.html'.format(num = i)) for i in range(1,5)]\n",
    "翻页_url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'top_ads': [],\n",
       "  'auction_ads': [],\n",
       "  'market_ads': [],\n",
       "  'engine_search_result': [{'type': 'engine_search_result',\n",
       "    'jt': '0',\n",
       "    'tags': ['xyz'],\n",
       "    'ad_track': '',\n",
       "    'jobid': '129528094',\n",
       "    'coid': '6366354',\n",
       "    'effect': '1',\n",
       "    'is_special_job': '',\n",
       "    'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/zhuhai\\\\/129528094.html?s=sou_sou_soulb&amp;t=0',\n",
       "    'job_name': 'PQE 品质助理工程师Engineer，PQE',\n",
       "    'job_title': 'PQE 品质助理工程师Engineer，PQE',\n",
       "    'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6366354.html',\n",
       "    'company_name': '莫仕（中国）投资有限公司',\n",
       "    'providesalary_text': '',\n",
       "    'workarea': '030500',\n",
       "    'workarea_text': '珠海',\n",
       "    'updatedate': '05-23',\n",
       "    'iscommunicate': '',\n",
       "    'companytype_text': '外资（欧美）',\n",
       "    'degreefrom': '6',\n",
       "    'workyear': '1',\n",
       "    'issuedate': '2021-05-23 04:47:04',\n",
       "    'isFromXyz': '1',\n",
       "    'isIntern': '0',\n",
       "    'jobwelf': '',\n",
       "    'jobwelf_list': [''],\n",
       "    'attribute_text': ['珠海', '在校生\\\\/应届生', '本科', '招若干人'],\n",
       "    'companysize_text': '',\n",
       "    'companyind_text': '金融\\\\/投资\\\\/证券',\n",
       "    'adid': ''},\n",
       "   {'type': 'engine_search_result',\n",
       "    'jt': '0',\n",
       "    'tags': ['xyz'],\n",
       "    'ad_track': '',\n",
       "    'jobid': '125539521',\n",
       "    'coid': '6083286',\n",
       "    'effect': '1',\n",
       "    'is_special_job': '',\n",
       "    'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangdongsheng\\\\/125539521.html?s=sou_sou_soulb&amp;t=0',\n",
       "    'job_name': '安全工程师（广东省）',\n",
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       "   {'type': 'engine_search_result',\n",
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       "    {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,%25E8%25BD%25AF%25E4%25BB%25B6%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "     'text': '软件工程师',\n",
       "     'click': '15\\x1a1\\x1a1621780934969\\x1a\\x1a3e23b114b439c07f9e1cd6c87c0deefe\\x1a58.248.193.52\\x1a1\\x1a工程师\\x1a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\x1a软件工程师'},\n",
       "    {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,%25E9%2594%2580%25E5%2594%25AE%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "     'text': '销售工程师',\n",
       "     'click': '15\\x1a1\\x1a1621780934969\\x1a\\x1a3e23b114b439c07f9e1cd6c87c0deefe\\x1a58.248.193.52\\x1a1\\x1a工程师\\x1a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\x1a销售工程师'},\n",
       "    {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,%25E6%25B5%258B%25E8%25AF%2595%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "     'text': '测试工程师',\n",
       "     'click': '15\\x1a1\\x1a1621780934969\\x1a\\x1a3e23b114b439c07f9e1cd6c87c0deefe\\x1a58.248.193.52\\x1a1\\x1a工程师\\x1a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\x1a测试工程师'},\n",
       "    {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,%25E8%25AE%25BE%25E8%25AE%25A1%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "     'text': '设计工程师',\n",
       "     'click': '15\\x1a1\\x1a1621780934969\\x1a\\x1a3e23b114b439c07f9e1cd6c87c0deefe\\x1a58.248.193.52\\x1a1\\x1a工程师\\x1a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\x1a设计工程师'},\n",
       "    {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,%25E6%2594%25AF%25E6%258C%2581%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
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       "     'click': '15\\x1a1\\x1a1621780934969\\x1a\\x1a3e23b114b439c07f9e1cd6c87c0deefe\\x1a58.248.193.52\\x1a1\\x1a工程师\\x1a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\x1a支持工程师'},\n",
       "    {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,%25E8%25BF%2590%25E7%25BB%25B4%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
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       "     'click': '15\\x1a1\\x1a1621780934969\\x1a\\x1a3e23b114b439c07f9e1cd6c87c0deefe\\x1a58.248.193.52\\x1a1\\x1a工程师\\x1a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\x1a运维工程师'},\n",
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       "     'text': '电气工程师',\n",
       "     'click': '15\\x1a1\\x1a1621780934969\\x1a\\x1a3e23b114b439c07f9e1cd6c87c0deefe\\x1a58.248.193.52\\x1a1\\x1a工程师\\x1a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\x1a电气工程师'},\n",
       "    {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,%25E7%25A1%25AC%25E4%25BB%25B6%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "     'text': '硬件工程师',\n",
       "     'click': '15\\x1a1\\x1a1621780934969\\x1a\\x1a3e23b114b439c07f9e1cd6c87c0deefe\\x1a58.248.193.52\\x1a1\\x1a工程师\\x1a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\x1a硬件工程师'},\n",
       "    {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,%25E6%258A%2580%25E6%259C%25AF%25E5%2591%2598,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
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       "  'searched_condition': '工程师(全文)+广东省+5万以上+在校生\\\\/应届生+本科',\n",
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       "    'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/zn\\\\/train\\\\/20191220\\\\/10602.jpg?1620804516',\n",
       "    'txt': '面试中的说话之道',\n",
       "    'vtxt': '面试 求职 沟通技巧',\n",
       "    'startdate': '2020-07-28',\n",
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       "    'txt': '数据分析薪资高、人才缺口大',\n",
       "    'vtxt': 'Top20%学员大厂定向直推',\n",
       "    'startdate': '2021-02-01',\n",
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       "    'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/tg\\\\/2021banner\\\\/jl_3\\\\/960_540.jpg?1619327089',\n",
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       "    'vtxt': '高薪求职第一步',\n",
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       "  'seo_title': '【广东省,工程师招聘，求职】-前程无忧',\n",
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       "    'job_name': '品质技术员',\n",
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       "    'adid': ''},\n",
       "   {'type': 'engine_search_result',\n",
       "    'jt': '0',\n",
       "    'tags': ['communicate'],\n",
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       "    'jobid': '127089483',\n",
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       "    'job_name': '光大集团2021校园招聘项目——土建培训生招聘',\n",
       "    'job_title': '光大集团2021校园招聘项目——土建培训生招聘',\n",
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       "    'issuedate': '2021-05-22 08:34:14',\n",
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       "    'jobwelf': '五险一金 员工旅游 专业培训 餐饮补贴 通讯补贴 弹性工作 绩效奖金 定期体检',\n",
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       "   {'type': 'engine_search_result',\n",
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       "    'job_name': '网络运维实习生（广州）',\n",
       "    'job_title': '网络运维实习生（广州）',\n",
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       "    'jobwelf_list': [''],\n",
       "    'attribute_text': ['肇庆', '在校生\\\\/应届生', '本科', '招若干人'],\n",
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       "    'companyind_text': '通信\\\\/电信\\\\/网络设备',\n",
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       "   {'type': 'engine_search_result',\n",
       "    'jt': '0',\n",
       "    'tags': ['xyz'],\n",
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       "    'job_name': '算法类管培生',\n",
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       "    'company_name': '珠海市运泰利自动化设备有限公司',\n",
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       "    'workarea_text': '珠海',\n",
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       "    'jobwelf': '',\n",
       "    'jobwelf_list': [''],\n",
       "    'attribute_text': ['珠海', '在校生\\\\/应届生', '本科', '招5人'],\n",
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       "   {'type': 'engine_search_result',\n",
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       "    'job_name': '实验室实习生',\n",
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       "    'company_name': '科莱恩化工 (广州) 有限公司',\n",
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       "    'attribute_text': ['广州-黄埔区', '在校生\\\\/应届生', '本科', '招若干人'],\n",
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       "    'companyind_text': '石油\\\\/化工\\\\/矿产\\\\/地质',\n",
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       "   {'type': 'engine_search_result',\n",
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       "    'jobid': '123012931',\n",
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       "    'company_name': '东莞中集专用车有限公司',\n",
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       "    'jobwelf': '五险一金 餐饮补贴 专业培训 绩效奖金 年终奖金 定期体检 大平台',\n",
       "    'jobwelf_list': ['五险一金', '餐饮补贴', '专业培训', '绩效奖金', '年终奖金', '定期体检', '大平台'],\n",
       "    'attribute_text': ['东莞-望牛墩镇', '在校生\\\\/应届生', '本科', '招1人'],\n",
       "    'companysize_text': '1000-5000人',\n",
       "    'companyind_text': '机械\\\\/设备\\\\/重工',\n",
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       "   {'type': 'engine_search_result',\n",
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       "    'ad_track': '',\n",
       "    'jobid': '130324116',\n",
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       "    'job_name': '销售工程师--校招',\n",
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       "    'company_name': '摩莎科技(上海)有限公司',\n",
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       "    'jobwelf': '弹性工作 交通补贴 餐饮补贴 专业培训 五险一金 补充医疗保险 员工旅游 绩效奖金 年终奖金 股票期权',\n",
       "    'jobwelf_list': ['弹性工作',\n",
       "     '交通补贴',\n",
       "     '餐饮补贴',\n",
       "     '专业培训',\n",
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       "     '绩效奖金',\n",
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       "   {'type': 'engine_search_result',\n",
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       "    'jobid': '128488243',\n",
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       "    'jobwelf': '五险一金 员工旅游 餐饮补贴 专业培训 绩效奖金 定期体检',\n",
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       "   {'type': 'engine_search_result',\n",
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       "    'jobid': '129527992',\n",
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       "    'attribute_text': ['珠海', '在校生\\\\/应届生', '本科', '招若干人'],\n",
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       "   {'type': 'engine_search_result',\n",
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       "    'job_title': 'AQP 品质助理工程师 Engineer，AQP',\n",
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       "    'jobwelf_list': [''],\n",
       "    'attribute_text': ['韶关', '在校生\\\\/应届生', '本科', '招若干人'],\n",
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       "   {'type': 'engine_search_result',\n",
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       "    'jobid': '129316337',\n",
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       "    'attribute_text': ['中山', '在校生\\\\/应届生', '本科', '招若干人'],\n",
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       "    'adid': ''},\n",
       "   {'type': 'engine_search_result',\n",
       "    'jt': '0',\n",
       "    'tags': ['xyz'],\n",
       "    'ad_track': '',\n",
       "    'jobid': '129316334',\n",
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       "    'job_name': 'IT应用工程师（揭阳分公司）',\n",
       "    'job_title': 'IT应用工程师（揭阳分公司）',\n",
       "    'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5997315.html',\n",
       "    'company_name': '中国电信广东公司',\n",
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       "    'workarea_text': '揭阳',\n",
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       "    'companytype_text': '国企',\n",
       "    'degreefrom': '6',\n",
       "    'workyear': '1',\n",
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       "    'jobwelf_list': [''],\n",
       "    'attribute_text': ['揭阳', '在校生\\\\/应届生', '本科', '招若干人'],\n",
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       "   {'type': 'engine_search_result',\n",
       "    'jt': '0',\n",
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       "    'ad_track': '',\n",
       "    'jobid': '129316333',\n",
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       "    'job_name': 'IT应用工程师（东莞分公司）',\n",
       "    'job_title': 'IT应用工程师（东莞分公司）',\n",
       "    'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5997315.html',\n",
       "    'company_name': '中国电信广东公司',\n",
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       "    'companytype_text': '国企',\n",
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       "    'attribute_text': ['东莞', '在校生\\\\/应届生', '本科', '招若干人'],\n",
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       "   {'type': 'engine_search_result',\n",
       "    'jt': '0',\n",
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       "    'jobid': '129316327',\n",
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       "    'job_title': 'IT应用工程师（佛山分公司）',\n",
       "    'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5997315.html',\n",
       "    'company_name': '中国电信广东公司',\n",
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       "    'attribute_text': ['佛山', '在校生\\\\/应届生', '本科', '招若干人'],\n",
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       "   {'type': 'engine_search_result',\n",
       "    'jt': '0',\n",
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       "    {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,%25E8%25BF%2590%25E7%25BB%25B4%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "     'text': '运维工程师',\n",
       "     'click': '15\\x1a1\\x1a1621780935517\\x1a\\x1a72556f6b59ecb8f9f0c049cd21134495\\x1a58.248.193.52\\x1a1\\x1a工程师\\x1a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\x1a运维工程师'},\n",
       "    {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,%25E7%2594%25B5%25E6%25B0%2594%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "     'text': '电气工程师',\n",
       "     'click': '15\\x1a1\\x1a1621780935517\\x1a\\x1a72556f6b59ecb8f9f0c049cd21134495\\x1a58.248.193.52\\x1a1\\x1a工程师\\x1a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\x1a电气工程师'},\n",
       "    {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,%25E7%25A1%25AC%25E4%25BB%25B6%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "     'text': '硬件工程师',\n",
       "     'click': '15\\x1a1\\x1a1621780935517\\x1a\\x1a72556f6b59ecb8f9f0c049cd21134495\\x1a58.248.193.52\\x1a1\\x1a工程师\\x1a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\x1a硬件工程师'},\n",
       "    {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,%25E6%258A%2580%25E6%259C%25AF%25E5%2591%2598,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "     'text': '技术员',\n",
       "     'click': '15\\x1a1\\x1a1621780935517\\x1a\\x1a72556f6b59ecb8f9f0c049cd21134495\\x1a58.248.193.52\\x1a1\\x1a工程师\\x1a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\x1a技术员'}]},\n",
       "  'search_condition': {'lang': 'c',\n",
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       "   'jobterm': '99',\n",
       "   'keyword': '工程师',\n",
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       "  'searched_condition': '工程师(全文)+广东省+5万以上+在校生\\\\/应届生+本科',\n",
       "  'curr_page': '2',\n",
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       "    'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/zn\\\\/train\\\\/20191220\\\\/10602.jpg?1620804516',\n",
       "    'txt': '面试中的说话之道',\n",
       "    'vtxt': '面试 求职 沟通技巧',\n",
       "    'startdate': '2020-07-28',\n",
       "    'enddate': '2021-12-31',\n",
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       "   {'url': 'http:\\\\/\\\\/trace.51job.com\\\\/mktrace.php?tag=lagoupc001&amp;u=aHR0cHM6Ly9lZHUuNTFqb2IuY29tL2xlc3Nvbl9kZXRhaWwucGhwP2xlc3NvbmlkPTM3MDA1&amp;k=1723ecdccac56be829f70a5cf594c656',\n",
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       "    'txt': '数据分析薪资高、人才缺口大',\n",
       "    'vtxt': 'Top20%学员大厂定向直推',\n",
       "    'startdate': '2021-02-01',\n",
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       "    'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/tg\\\\/2021banner\\\\/jl_3\\\\/960_540.jpg?1619327089',\n",
       "    'txt': '一次完美简历升级，成为offer收割机',\n",
       "    'vtxt': '高薪求职第一步',\n",
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       "  'seo_title': '【广东省,工程师招聘，求职】-前程无忧',\n",
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       "   {'type': 'engine_search_result',\n",
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       "   {'type': 'engine_search_result',\n",
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       "   {'type': 'engine_search_result',\n",
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       "   {'type': 'engine_search_result',\n",
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       "   {'type': 'engine_search_result',\n",
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       "   {'type': 'engine_search_result',\n",
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       "   {'type': 'engine_search_result',\n",
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       "   {'type': 'engine_search_result',\n",
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       "   {'type': 'engine_search_result',\n",
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       "     'click': '15\\x1a1\\x1a1621780936567\\x1a\\x1a4392f933284e369fa509a2fdafe1b85f\\x1a58.248.193.52\\x1a1\\x1a工程师\\x1a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\x1a测试工程师'},\n",
       "    {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,%25E8%25AE%25BE%25E8%25AE%25A1%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "     'text': '设计工程师',\n",
       "     'click': '15\\x1a1\\x1a1621780936567\\x1a\\x1a4392f933284e369fa509a2fdafe1b85f\\x1a58.248.193.52\\x1a1\\x1a工程师\\x1a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\x1a设计工程师'},\n",
       "    {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,%25E6%2594%25AF%25E6%258C%2581%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "     'text': '支持工程师',\n",
       "     'click': '15\\x1a1\\x1a1621780936567\\x1a\\x1a4392f933284e369fa509a2fdafe1b85f\\x1a58.248.193.52\\x1a1\\x1a工程师\\x1a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\x1a支持工程师'},\n",
       "    {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,%25E8%25BF%2590%25E7%25BB%25B4%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "     'text': '运维工程师',\n",
       "     'click': '15\\x1a1\\x1a1621780936567\\x1a\\x1a4392f933284e369fa509a2fdafe1b85f\\x1a58.248.193.52\\x1a1\\x1a工程师\\x1a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\x1a运维工程师'},\n",
       "    {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,%25E7%2594%25B5%25E6%25B0%2594%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "     'text': '电气工程师',\n",
       "     'click': '15\\x1a1\\x1a1621780936568\\x1a\\x1a4392f933284e369fa509a2fdafe1b85f\\x1a58.248.193.52\\x1a1\\x1a工程师\\x1a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\x1a电气工程师'},\n",
       "    {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,%25E7%25A1%25AC%25E4%25BB%25B6%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "     'text': '硬件工程师',\n",
       "     'click': '15\\x1a1\\x1a1621780936568\\x1a\\x1a4392f933284e369fa509a2fdafe1b85f\\x1a58.248.193.52\\x1a1\\x1a工程师\\x1a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\x1a硬件工程师'},\n",
       "    {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,%25E6%258A%2580%25E6%259C%25AF%25E5%2591%2598,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "     'text': '技术员',\n",
       "     'click': '15\\x1a1\\x1a1621780936568\\x1a\\x1a4392f933284e369fa509a2fdafe1b85f\\x1a58.248.193.52\\x1a1\\x1a工程师\\x1a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\x1a技术员'}]},\n",
       "  'search_condition': {'lang': 'c',\n",
       "   'keywordtype': '2',\n",
       "   'ord_field': '0',\n",
       "   'jobarea': '030000',\n",
       "   'curr_page': '4',\n",
       "   'district': '000000',\n",
       "   'dibiaoid': '0',\n",
       "   'postchannel': '0000',\n",
       "   'reservechannel': '00000000',\n",
       "   'issuedate': '9',\n",
       "   'providesalary': '12',\n",
       "   'degreefrom': '04',\n",
       "   'companysize': '99',\n",
       "   'cotype': '99',\n",
       "   'workyear': '01',\n",
       "   'industrytype': '00',\n",
       "   'funtype': '0000',\n",
       "   'jobterm': '99',\n",
       "   'keyword': '工程师',\n",
       "   'welfare': '',\n",
       "   'address': '',\n",
       "   'line': '',\n",
       "   'confirmdate': '9',\n",
       "   'radius': '-1',\n",
       "   'lonlat': '0,0'},\n",
       "  'searched_condition': '工程师(全文)+广东省+5万以上+在校生\\\\/应届生+本科',\n",
       "  'curr_page': '4',\n",
       "  'total_page': '4',\n",
       "  'keyword_ads': [],\n",
       "  'job_search_assistance': [{'url': 'https:\\\\/\\\\/edu.51job.com\\\\/lesson_detail.php?lessonid=10602',\n",
       "    'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/zn\\\\/train\\\\/20191220\\\\/10602.jpg?1620804516',\n",
       "    'txt': '面试中的说话之道',\n",
       "    'vtxt': '面试 求职 沟通技巧',\n",
       "    'startdate': '2020-07-28',\n",
       "    'enddate': '2021-12-31',\n",
       "    'indexform': '',\n",
       "    'isdefault': '0'},\n",
       "   {'url': 'http:\\\\/\\\\/trace.51job.com\\\\/mktrace.php?tag=lagoupc001&amp;u=aHR0cHM6Ly9lZHUuNTFqb2IuY29tL2xlc3Nvbl9kZXRhaWwucGhwP2xlc3NvbmlkPTM3MDA1&amp;k=1723ecdccac56be829f70a5cf594c656',\n",
       "    'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/zn\\\\/banner\\\\/2020\\\\/0916\\\\/lg\\\\/fenxi960.png?1619327098',\n",
       "    'txt': '数据分析薪资高、人才缺口大',\n",
       "    'vtxt': 'Top20%学员大厂定向直推',\n",
       "    'startdate': '2021-02-01',\n",
       "    'enddate': '2021-12-31',\n",
       "    'indexform': '',\n",
       "    'isdefault': '0'},\n",
       "   {'url': 'https:\\\\/\\\\/i.51job.com\\\\/payservice\\\\/optimizeresume\\\\/introduce.php?lang=c&amp;mark=jlyh_pcsearch',\n",
       "    'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/tg\\\\/2021banner\\\\/jl_3\\\\/960_540.jpg?1619327089',\n",
       "    'txt': '一次完美简历升级，成为offer收割机',\n",
       "    'vtxt': '高薪求职第一步',\n",
       "    'startdate': '2021-02-01',\n",
       "    'enddate': '2021-12-31',\n",
       "    'indexform': '',\n",
       "    'isdefault': '0'}],\n",
       "  'seo_title': '【广东省,工程师招聘，求职】-前程无忧',\n",
       "  'seo_description': '前程无忧为您提供广东省,工程师招聘，求职信息。网聚全国各城市的人才信息，找好工作，找好员工，上前程无忧。',\n",
       "  'seo_keywords': '找工作,求职,人才,招聘'}]"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "翻页详情 = [pick(i) for i in 翻页_url]\n",
    "翻页详情"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job_name</th>\n",
       "      <th>job_href</th>\n",
       "      <th>jobwelf_list</th>\n",
       "      <th>jobid</th>\n",
       "      <th>attribute_text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>项目管理</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan\\/129288617....</td>\n",
       "      <td>[]</td>\n",
       "      <td>129288617</td>\n",
       "      <td>[东莞, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>网络维护与管理</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/foshan\\/129286548.ht...</td>\n",
       "      <td>[]</td>\n",
       "      <td>129286548</td>\n",
       "      <td>[佛山, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>大数据开发</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/heyuan\\/129285271.ht...</td>\n",
       "      <td>[]</td>\n",
       "      <td>129285271</td>\n",
       "      <td>[河源, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>产品管理岗</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/huizhou\\/129283446.h...</td>\n",
       "      <td>[]</td>\n",
       "      <td>129283446</td>\n",
       "      <td>[惠州, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>创新技术支撑(大数据，云计算，物联网，工业互联网)</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/zhuhai\\/129282432.ht...</td>\n",
       "      <td>[]</td>\n",
       "      <td>129282432</td>\n",
       "      <td>[珠海, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>程序开发（人工智能、大数据、物联网、小程序等）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/zhuhai\\/129282263.ht...</td>\n",
       "      <td>[]</td>\n",
       "      <td>129282263</td>\n",
       "      <td>[珠海, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>客户化开发（广州）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/125994497...</td>\n",
       "      <td>[]</td>\n",
       "      <td>125994497</td>\n",
       "      <td>[广州, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>客户化开发（佛山）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/foshan\\/125994496.ht...</td>\n",
       "      <td>[]</td>\n",
       "      <td>125994496</td>\n",
       "      <td>[佛山, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>（急聘）（实习生招聘）python视觉分析实习生</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/126870873...</td>\n",
       "      <td>[]</td>\n",
       "      <td>126870873</td>\n",
       "      <td>[广州, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>985\\/211毕业生</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan\\/125384144....</td>\n",
       "      <td>[五险一金, 餐饮补贴, 年终奖金, 定期体检, 周末双休, 有薪年假, 做五休二, 全勤奖]</td>\n",
       "      <td>125384144</td>\n",
       "      <td>[东莞, 在校生\\/应届生, 本科, 招10人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>光大集团2021校园招聘项目——水电培训生招聘</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan-dcq\\/127089...</td>\n",
       "      <td>[五险一金, 员工旅游, 专业培训, 餐饮补贴, 通讯补贴, 弹性工作, 绩效奖金, 定期体检]</td>\n",
       "      <td>127089446</td>\n",
       "      <td>[东莞-东城区, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>大数据开发实习生（珠海）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/zhuhai\\/128646400.ht...</td>\n",
       "      <td>[]</td>\n",
       "      <td>128646400</td>\n",
       "      <td>[珠海, 在校生\\/应届生, 本科, 招2人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Web前端开发实习生（珠海）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/zhuhai\\/129858701.ht...</td>\n",
       "      <td>[]</td>\n",
       "      <td>129858701</td>\n",
       "      <td>[珠海, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Web前端开发实习生（广州）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/129857450...</td>\n",
       "      <td>[]</td>\n",
       "      <td>129857450</td>\n",
       "      <td>[广州, 在校生\\/应届生, 本科, 招43人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>算法实习生（广州）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/129864649...</td>\n",
       "      <td>[]</td>\n",
       "      <td>129864649</td>\n",
       "      <td>[广州, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>C\\/C++开发实习生（广州）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/129853679...</td>\n",
       "      <td>[]</td>\n",
       "      <td>129853679</td>\n",
       "      <td>[广州, 在校生\\/应届生, 本科, 招5人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>运维实习生（广州）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/128646617...</td>\n",
       "      <td>[]</td>\n",
       "      <td>128646617</td>\n",
       "      <td>[广州, 在校生\\/应届生, 本科, 招27人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>测试实习生（广州）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/128646588...</td>\n",
       "      <td>[]</td>\n",
       "      <td>128646588</td>\n",
       "      <td>[广州, 在校生\\/应届生, 本科, 招10人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>数据挖掘实习生（广州）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/128646570...</td>\n",
       "      <td>[]</td>\n",
       "      <td>128646570</td>\n",
       "      <td>[广州, 在校生\\/应届生, 本科, 招3人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>大数据开发实习生（广州）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/128646523...</td>\n",
       "      <td>[]</td>\n",
       "      <td>128646523</td>\n",
       "      <td>[广州, 在校生\\/应届生, 本科, 招3人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>售前咨询实习生（广州）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/128646418...</td>\n",
       "      <td>[]</td>\n",
       "      <td>128646418</td>\n",
       "      <td>[广州, 在校生\\/应届生, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Java开发实习生（珠海）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/zhuhai\\/128646595.ht...</td>\n",
       "      <td>[]</td>\n",
       "      <td>128646595</td>\n",
       "      <td>[珠海, 在校生\\/应届生, 本科, 招4人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Java开发实习生（广州）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/128646551...</td>\n",
       "      <td>[]</td>\n",
       "      <td>128646551</td>\n",
       "      <td>[广州, 在校生\\/应届生, 本科, 招104人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>C\\/C++开发实习生（珠海）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/zhuhai\\/128646434.ht...</td>\n",
       "      <td>[]</td>\n",
       "      <td>128646434</td>\n",
       "      <td>[珠海, 在校生\\/应届生, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>运维实习生（珠海）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/zhuhai\\/128646408.ht...</td>\n",
       "      <td>[]</td>\n",
       "      <td>128646408</td>\n",
       "      <td>[珠海, 在校生\\/应届生, 本科, 招3人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>软件开发类（传统图像处理）管培生（珠海）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/zhuhai\\/124514283.ht...</td>\n",
       "      <td>[]</td>\n",
       "      <td>124514283</td>\n",
       "      <td>[珠海, 在校生\\/应届生, 本科, 招10人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>C++开发（亿迅校招，广州）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/12588...</td>\n",
       "      <td>[五险一金, 餐饮补贴, 补充医疗保险, 通讯补贴, 定期体检]</td>\n",
       "      <td>125882215</td>\n",
       "      <td>[广州-海珠区, 在校生\\/应届生, 本科, 招3人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>数据挖掘（亿迅校招，广州）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/12587...</td>\n",
       "      <td>[五险一金, 餐饮补贴, 补充医疗保险, 通讯补贴, 定期体检]</td>\n",
       "      <td>125879809</td>\n",
       "      <td>[广州-海珠区, 在校生\\/应届生, 本科, 招10人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>算法研发（亿迅校招，广州）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/12587...</td>\n",
       "      <td>[五险一金, 餐饮补贴, 补充医疗保险, 通讯补贴, 定期体检]</td>\n",
       "      <td>125879481</td>\n",
       "      <td>[广州-海珠区, 在校生\\/应届生, 本科, 招10人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>软件测试（亿迅校招，广州）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/12802...</td>\n",
       "      <td>[五险一金, 通讯补贴, 定期体检, 专业培训, 补充医疗保险, 餐饮补贴]</td>\n",
       "      <td>128029288</td>\n",
       "      <td>[广州-海珠区, 在校生\\/应届生, 本科, 招5人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>JAVA开发（亿迅校招，广州）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/12588...</td>\n",
       "      <td>[五险一金, 餐饮补贴, 补充医疗保险, 通讯补贴, 定期体检]</td>\n",
       "      <td>125883857</td>\n",
       "      <td>[广州-海珠区, 在校生\\/应届生, 本科, 招38人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>前端开发（亿迅校招，广州）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/12587...</td>\n",
       "      <td>[五险一金, 餐饮补贴, 补充医疗保险, 通讯补贴, 定期体检]</td>\n",
       "      <td>125879930</td>\n",
       "      <td>[广州-海珠区, 在校生\\/应届生, 本科, 招2人]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     job_name  \\\n",
       "0                        项目管理   \n",
       "1                     网络维护与管理   \n",
       "2                       大数据开发   \n",
       "3                       产品管理岗   \n",
       "4   创新技术支撑(大数据，云计算，物联网，工业互联网)   \n",
       "5     程序开发（人工智能、大数据、物联网、小程序等）   \n",
       "6                   客户化开发（广州）   \n",
       "7                   客户化开发（佛山）   \n",
       "8    （急聘）（实习生招聘）python视觉分析实习生   \n",
       "9                 985\\/211毕业生   \n",
       "10    光大集团2021校园招聘项目——水电培训生招聘   \n",
       "11               大数据开发实习生（珠海）   \n",
       "12             Web前端开发实习生（珠海）   \n",
       "13             Web前端开发实习生（广州）   \n",
       "14                  算法实习生（广州）   \n",
       "15            C\\/C++开发实习生（广州）   \n",
       "16                  运维实习生（广州）   \n",
       "17                  测试实习生（广州）   \n",
       "18                数据挖掘实习生（广州）   \n",
       "19               大数据开发实习生（广州）   \n",
       "20                售前咨询实习生（广州）   \n",
       "21              Java开发实习生（珠海）   \n",
       "22              Java开发实习生（广州）   \n",
       "23            C\\/C++开发实习生（珠海）   \n",
       "24                  运维实习生（珠海）   \n",
       "25       软件开发类（传统图像处理）管培生（珠海）   \n",
       "26             C++开发（亿迅校招，广州）   \n",
       "27              数据挖掘（亿迅校招，广州）   \n",
       "28              算法研发（亿迅校招，广州）   \n",
       "29              软件测试（亿迅校招，广州）   \n",
       "30            JAVA开发（亿迅校招，广州）   \n",
       "31              前端开发（亿迅校招，广州）   \n",
       "\n",
       "                                             job_href  \\\n",
       "0   https:\\/\\/jobs.51job.com\\/dongguan\\/129288617....   \n",
       "1   https:\\/\\/jobs.51job.com\\/foshan\\/129286548.ht...   \n",
       "2   https:\\/\\/jobs.51job.com\\/heyuan\\/129285271.ht...   \n",
       "3   https:\\/\\/jobs.51job.com\\/huizhou\\/129283446.h...   \n",
       "4   https:\\/\\/jobs.51job.com\\/zhuhai\\/129282432.ht...   \n",
       "5   https:\\/\\/jobs.51job.com\\/zhuhai\\/129282263.ht...   \n",
       "6   https:\\/\\/jobs.51job.com\\/guangzhou\\/125994497...   \n",
       "7   https:\\/\\/jobs.51job.com\\/foshan\\/125994496.ht...   \n",
       "8   https:\\/\\/jobs.51job.com\\/guangzhou\\/126870873...   \n",
       "9   https:\\/\\/jobs.51job.com\\/dongguan\\/125384144....   \n",
       "10  https:\\/\\/jobs.51job.com\\/dongguan-dcq\\/127089...   \n",
       "11  https:\\/\\/jobs.51job.com\\/zhuhai\\/128646400.ht...   \n",
       "12  https:\\/\\/jobs.51job.com\\/zhuhai\\/129858701.ht...   \n",
       "13  https:\\/\\/jobs.51job.com\\/guangzhou\\/129857450...   \n",
       "14  https:\\/\\/jobs.51job.com\\/guangzhou\\/129864649...   \n",
       "15  https:\\/\\/jobs.51job.com\\/guangzhou\\/129853679...   \n",
       "16  https:\\/\\/jobs.51job.com\\/guangzhou\\/128646617...   \n",
       "17  https:\\/\\/jobs.51job.com\\/guangzhou\\/128646588...   \n",
       "18  https:\\/\\/jobs.51job.com\\/guangzhou\\/128646570...   \n",
       "19  https:\\/\\/jobs.51job.com\\/guangzhou\\/128646523...   \n",
       "20  https:\\/\\/jobs.51job.com\\/guangzhou\\/128646418...   \n",
       "21  https:\\/\\/jobs.51job.com\\/zhuhai\\/128646595.ht...   \n",
       "22  https:\\/\\/jobs.51job.com\\/guangzhou\\/128646551...   \n",
       "23  https:\\/\\/jobs.51job.com\\/zhuhai\\/128646434.ht...   \n",
       "24  https:\\/\\/jobs.51job.com\\/zhuhai\\/128646408.ht...   \n",
       "25  https:\\/\\/jobs.51job.com\\/zhuhai\\/124514283.ht...   \n",
       "26  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/12588...   \n",
       "27  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/12587...   \n",
       "28  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/12587...   \n",
       "29  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/12802...   \n",
       "30  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/12588...   \n",
       "31  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/12587...   \n",
       "\n",
       "                                        jobwelf_list      jobid  \\\n",
       "0                                                 []  129288617   \n",
       "1                                                 []  129286548   \n",
       "2                                                 []  129285271   \n",
       "3                                                 []  129283446   \n",
       "4                                                 []  129282432   \n",
       "5                                                 []  129282263   \n",
       "6                                                 []  125994497   \n",
       "7                                                 []  125994496   \n",
       "8                                                 []  126870873   \n",
       "9    [五险一金, 餐饮补贴, 年终奖金, 定期体检, 周末双休, 有薪年假, 做五休二, 全勤奖]  125384144   \n",
       "10  [五险一金, 员工旅游, 专业培训, 餐饮补贴, 通讯补贴, 弹性工作, 绩效奖金, 定期体检]  127089446   \n",
       "11                                                []  128646400   \n",
       "12                                                []  129858701   \n",
       "13                                                []  129857450   \n",
       "14                                                []  129864649   \n",
       "15                                                []  129853679   \n",
       "16                                                []  128646617   \n",
       "17                                                []  128646588   \n",
       "18                                                []  128646570   \n",
       "19                                                []  128646523   \n",
       "20                                                []  128646418   \n",
       "21                                                []  128646595   \n",
       "22                                                []  128646551   \n",
       "23                                                []  128646434   \n",
       "24                                                []  128646408   \n",
       "25                                                []  124514283   \n",
       "26                  [五险一金, 餐饮补贴, 补充医疗保险, 通讯补贴, 定期体检]  125882215   \n",
       "27                  [五险一金, 餐饮补贴, 补充医疗保险, 通讯补贴, 定期体检]  125879809   \n",
       "28                  [五险一金, 餐饮补贴, 补充医疗保险, 通讯补贴, 定期体检]  125879481   \n",
       "29            [五险一金, 通讯补贴, 定期体检, 专业培训, 补充医疗保险, 餐饮补贴]  128029288   \n",
       "30                  [五险一金, 餐饮补贴, 补充医疗保险, 通讯补贴, 定期体检]  125883857   \n",
       "31                  [五险一金, 餐饮补贴, 补充医疗保险, 通讯补贴, 定期体检]  125879930   \n",
       "\n",
       "                  attribute_text  \n",
       "0       [东莞, 在校生\\/应届生, 本科, 招若干人]  \n",
       "1       [佛山, 在校生\\/应届生, 本科, 招若干人]  \n",
       "2       [河源, 在校生\\/应届生, 本科, 招若干人]  \n",
       "3       [惠州, 在校生\\/应届生, 本科, 招若干人]  \n",
       "4       [珠海, 在校生\\/应届生, 本科, 招若干人]  \n",
       "5       [珠海, 在校生\\/应届生, 本科, 招若干人]  \n",
       "6       [广州, 在校生\\/应届生, 本科, 招若干人]  \n",
       "7       [佛山, 在校生\\/应届生, 本科, 招若干人]  \n",
       "8       [广州, 在校生\\/应届生, 本科, 招若干人]  \n",
       "9       [东莞, 在校生\\/应届生, 本科, 招10人]  \n",
       "10  [东莞-东城区, 在校生\\/应届生, 本科, 招若干人]  \n",
       "11       [珠海, 在校生\\/应届生, 本科, 招2人]  \n",
       "12      [珠海, 在校生\\/应届生, 本科, 招若干人]  \n",
       "13      [广州, 在校生\\/应届生, 本科, 招43人]  \n",
       "14      [广州, 在校生\\/应届生, 本科, 招若干人]  \n",
       "15       [广州, 在校生\\/应届生, 本科, 招5人]  \n",
       "16      [广州, 在校生\\/应届生, 本科, 招27人]  \n",
       "17      [广州, 在校生\\/应届生, 本科, 招10人]  \n",
       "18       [广州, 在校生\\/应届生, 本科, 招3人]  \n",
       "19       [广州, 在校生\\/应届生, 本科, 招3人]  \n",
       "20       [广州, 在校生\\/应届生, 本科, 招1人]  \n",
       "21       [珠海, 在校生\\/应届生, 本科, 招4人]  \n",
       "22     [广州, 在校生\\/应届生, 本科, 招104人]  \n",
       "23       [珠海, 在校生\\/应届生, 本科, 招1人]  \n",
       "24       [珠海, 在校生\\/应届生, 本科, 招3人]  \n",
       "25      [珠海, 在校生\\/应届生, 本科, 招10人]  \n",
       "26   [广州-海珠区, 在校生\\/应届生, 本科, 招3人]  \n",
       "27  [广州-海珠区, 在校生\\/应届生, 本科, 招10人]  \n",
       "28  [广州-海珠区, 在校生\\/应届生, 本科, 招10人]  \n",
       "29   [广州-海珠区, 在校生\\/应届生, 本科, 招5人]  \n",
       "30  [广州-海珠区, 在校生\\/应届生, 本科, 招38人]  \n",
       "31   [广州-海珠区, 在校生\\/应届生, 本科, 招2人]  "
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for i in 翻页详情:\n",
    "    翻页详细信息 = pd.DataFrame(i['engine_search_result'])[['job_name','job_href','jobwelf_list','jobid','attribute_text']]\n",
    "翻页详细信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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